This file contains statistics and figures from the paper, “Molecular,
Cellular, and Developmental Organization of the Mouse Vomeronasal organ
at Single Cell Resolution” by Max Hills Jr., Limei Ma, Ai Fang, Thelma
Chiremba, Seth Malloy, Allison Scott, Anoja Perera, and C. Ron Yu.
The paper can be found here:
Molecular,
Cellular, and Developmental Organization of the Mouse Vomeronasal organ
at Single Cell Resolution
Single cell transcriptomic profile of
the whole vomeronasal organ
What cell types, in what quantities, do we find in the whole
VNO?
[1] "There are 34519 cells in the whole VNO dataset."
| V1R_mVSN |
13201 |
| V2R_mVSN |
4366 |
| SUS |
3889 |
| sVSN |
2601 |
| V1R_iVSN |
1794 |
| V2R_iVSN |
1582 |
| Microglia |
1366 |
| Immune_Fpr |
1222 |
| LP |
1072 |
| HBC |
912 |
| INP |
528 |
| Microglia_rp |
455 |
| mOSN |
430 |
| T_cells |
313 |
| Endothelial |
251 |
| OEC |
220 |
| GBC |
218 |
| MV |
99 |
2D PCA of Clusters

2D UMAP Clusters

UMAP visualization of integrated cell-type clusters for whole-VNO
single-cell RNA-seq
In two-dimensional UMAP space, 18 cell clusters can be clearly
identified.

Cell-type marker-gene normalized expression across the cell
clusters
These clusters were curated using known cell markers (Fig. 1b).

UMAP of cell-type clusters split by age

UMAP of cell-type clusters split by sex

Spatial location of individual VNO cells color-coded according to
cell type prediction based on the spatial transcriptomic analysis

Location of cell belonging to HBC, GBC, INP, and LP cell types,
respectively. Heat indicates confidence of predicted values

---
title: "VNO Atlas Figure 1"
author: "Max Hills"
date: "`r format(Sys.time(), '%d %B, %Y')`"
output: html_notebook
---

>This file contains statistics and figures from the paper, "Molecular, Cellular, and Developmental Organization of the Mouse Vomeronasal organ at Single Cell Resolution" by Max Hills Jr., Limei Ma, Ai Fang, Thelma Chiremba, Seth Malloy, Allison Scott, Anoja Perera, and C. Ron Yu.    

The paper can be found here:  

[Molecular, Cellular, and Developmental Organization of the Mouse Vomeronasal organ at Single Cell Resolution](https://elifesciences.org/reviewed-preprints/97356#tab-content)

***  

```{r setup, include=FALSE}

# R-Markdown Global Settings  

# Set-up a default image size of 10 X 10 inches. Suppress warning
# and error messages. Hide code.
knitr::opts_chunk$set(echo=FALSE, warning=FALSE, message=FALSE, comment="",
                      error=FALSE, fig.width=10, fig.height=10, cache=FALSE)

```

```{r libraries, include=FALSE}

# Library Loading  

suppressPackageStartupMessages({
  library(kit); library(tidyverse); library(stringr); library(plot3D) 
  library(ggplot2); library(data.table); library(org.Mm.eg.db)
  library(dplyr); library(Seurat); library(DBI); library(cowplot)
  library(Matrix); library(glmGamPoi); library(circlize)
  library(tibble); library(ggpubr); library(svglite); library(ggsignif)
  library(stats); library(vegan); library(scales); library(caret)
  library(patchwork); library(plotly); library(geomtextpath)
  library(openxlsx); library(gridExtra); library(ggrepel)
  library(GeneOverlap); library(biomaRt); library(ggpointdensity)
  library(slingshot); library(tradeSeq); library(SingleCellExperiment)
  library(viridis); library(UpSetR); library(pheatmap); library(msigdbr)
  library(fgsea); library(grid); library(IDPmisc); library(MASS)
  library(Rmisc); library(ggplotify); library(ggpmisc); library(scales)
  library(heatmaply); library(dendextend)
})

```

```{r}

# Global Variables

# The home directory
home_dir <- "/l/Yu/YuLab/Bioinformatics/projects/mhh/sc_VNO/"
# Directory for storing data objects at crucial stages
object_dir <- paste0(home_dir,"final.seu.objs/")
# Directory for images from the final analysis
image_dir <- paste0(home_dir,"final_images/")
adobe_images <- paste0(image_dir, "adobe_illustrator_svg_files/")
# Directory for images for the final paper
clustree_dir <- paste0(image_dir,"clustree/")
# A directory for TradeSeq fitGAM output
fitGAM_dir <- paste0(object_dir, "fitGAM/")
moe_dir <- "/l/Yu/YuLab/Bioinformatics/projects/mhh/molng_2407_2453/R_obj/"

# OPEN ```vno.seu.integrated```
load(file = paste0(object_dir,"vno.integrated.postCellID"))
#Load Neuronal Lineage Seurat Object  
load(file = paste0(object_dir,"neuron.integrated.postCellID"))

# Rename unknown_mVSN to sVSN
levels(vno.seu.integrated@active.ident)[levels(vno.seu.integrated@active.ident)=="unknown_mVSN"] <- "sVSN"
levels(neuron.integrated@active.ident)[levels(neuron.integrated@active.ident)=="unknown_mVSN"] <- "sVSN"
levels(vno.seu.integrated$cell_type)[levels(vno.seu.integrated$cell_type)=="unknown_mVSN"] <- "sVSN"
levels(neuron.integrated$cell_type)[levels(neuron.integrated$cell_type)=="unknown_mVSN"] <- "sVSN"

# Get color scheme for the whole vno dataset
vno.cell_type.colors <- hue_pal()(length(levels(vno.seu.integrated@active.ident)))
names(vno.cell_type.colors) <- levels(vno.seu.integrated@active.ident)

# Keep neuron dataset color scheme consistent with the whole vno color scheme, where possible  
neuron.cell_type.colors <- vno.cell_type.colors[c("V1R_mVSN","V2R_mVSN","mOSN","sVSN","V1R_iVSN","V2R_iVSN","GBC")]
neuron.cell_type.colors <- setNames(c(neuron.cell_type.colors,"#00B0F6","#9590FF","#E76BF3"),
                                    c(names(neuron.cell_type.colors),"iOSN","late_INP","early_INP"))

mature.neurons <- subset(neuron.integrated,idents=c("V1R_mVSN","V2R_mVSN","mOSN","sVSN"))
mature.cell_type.colors <- neuron.cell_type.colors[c("V1R_mVSN","V2R_mVSN","mOSN","sVSN")]

global.vars <- c(ls(),"global.vars")

```

***  

# Single cell transcriptomic profile of the whole vomeronasal organ {.tabset .tabset-pills}  

## What cell types, in what quantities, do we find in the whole VNO?  

```{r}

print(paste("There are",dim(vno.seu.integrated)[2],"cells in the whole VNO dataset."))
knitr::kable(sort(table(vno.seu.integrated$cell_type), decreasing = TRUE),col.names=c("cell type","nCells"))

```

## 2D PCA of Clusters  

```{r}

vno.seu.integrated$seurat_clusters <- factor(vno.seu.integrated$seurat_clusters,
                                             levels=as.character(0:30))

```


```{r}

Idents(vno.seu.integrated) <- vno.seu.integrated$seurat_clusters
vno.2d.cluster.pca <- DimPlot(vno.seu.integrated, reduction="pca", label=TRUE, shuffle=TRUE, repel=TRUE) +
  ggtitle("VNO PCA Clusters")

vno.2d.cluster.pca

```

## 3D PCA of Clusters 

```{r include=FALSE}

# Prepare a dataframe for cell plotting. The last column will determine the color of the datapoints.
vno.3d.pca.df <- FetchData(object = vno.seu.integrated, 
                           vars = c("PC_1", "PC_2", "PC_3", "seurat_clusters"))

```

```{r}

nColors.clusters <- length(levels(vno.3d.pca.df$seurat_clusters))
vno.cluster.colors <- hue_pal()(nColors.clusters)

```

```{r include=FALSE}

# Plot your data
vno.3d.pca.cluster <- plot_ly(data = vno.3d.pca.df, 
                              x = ~PC_1, y = ~PC_2, z = ~PC_3, 
                              color = ~seurat_clusters, 
                              type = "scatter3d", 
                              mode = "markers", 
                              colors = vno.cluster.colors,
                              marker = list(size = 1, width=1), # controls size of points
                              text = ~seurat_clusters,
                              hoverinfo="text") %>% layout(title="VNO PCA Clusters")

```

```{r, fig.width=14, fig.height=14}

vno.3d.pca.cluster

```

## 2D UMAP Clusters  

```{r}

fig_1A <- DimPlot(vno.seu.integrated, reduction = "umap", label = TRUE, shuffle = TRUE) +
  ggtitle("VNO Clusters") + theme(aspect.ratio=1)

fig_1A

```

## 3D UMAP Clusters  

```{r include=FALSE}

DefaultAssay(vno.seu.integrated) <- "integrated"
# Re-run UMAP in 50 dimensions and retain calculations for the first 3 dimensions
vno.3d.umap.seu <- RunUMAP(vno.seu.integrated,
                            dims = 1:26,
                            n.components = 3L)

# Prepare a dataframe for cell plotting. The last column will determine the color of the datapoints.
vno.3d.umap.df <- FetchData(object=vno.3d.umap.seu,vars=c("UMAP_1","UMAP_2","UMAP_3","seurat_clusters"))

rm(vno.3d.umap.seu); invisible(gc())

```

```{r}

nColors.clusters <- length(levels(vno.3d.umap.df$seurat_clusters))
vno.cluster.colors <- hue_pal()(nColors.clusters)

```

```{r include=FALSE}

# Plot your data
vno.3d.umap.cluster <- plot_ly(data = vno.3d.umap.df, 
                               x = ~UMAP_1, y = ~UMAP_2, z = ~UMAP_3, 
                               color = ~seurat_clusters, 
                               type = "scatter3d", 
                               mode = "markers", 
                               colors = vno.cluster.colors,
                               marker = list(size = 1, width=1), # controls size of points
                               text = ~seurat_clusters,
                               hoverinfo="text") %>% layout(title="VNO UMAP Clusters")

```

```{r, fig.width=14, fig.height=14}

vno.3d.umap.cluster

```

## UMAP visualization of integrated cell-type clusters for whole-VNO single-cell RNA-seq  

```{r}

Idents(vno.seu.integrated) <- vno.seu.integrated$cell_type

```

>In two-dimensional UMAP space, 18 cell clusters can be clearly identified.

```{r, fig.width=10, fig.height=8}

fig1_a <- DimPlot(vno.seu.integrated, reduction = "umap", label = TRUE, shuffle = TRUE) +
  ggtitle("Vomeronasal Organ Cell Clusters") +
  theme(aspect.ratio=1)

svglite(filename = paste0(adobe_images,"fig1_a.svg"), width=10, height=8)
fig1_a
invisible(dev.off())
fig1_a

```

## 3D UMAP Cell-types  

```{r include=FALSE}

DefaultAssay(vno.seu.integrated) <- "integrated"
# Re-run UMAP in 50 dimensions and retain calculations for the first 3 dimensions
vno.3d.umap.seu <- RunUMAP(vno.seu.integrated,
                           dims = 1:26,
                           n.components = 3L)

# Prepare a dataframe for cell plotting. The last column will determine the color of the datapoints.
vno.3d.umap.df <- FetchData(object=vno.3d.umap.seu,vars=c("UMAP_1","UMAP_2","UMAP_3","cell_type"))

rm(vno.3d.umap.seu); invisible(gc())

```

```{r}

nColors.clusters <- length(levels(vno.3d.umap.df$cell_type))
vno.cluster.colors <- hue_pal()(nColors.clusters)

```

```{r include=FALSE}

# Plot your data
vno.3d.umap.cluster <- plot_ly(data = vno.3d.umap.df, 
                               x = ~UMAP_1, y = ~UMAP_2, z = ~UMAP_3, 
                               color = ~cell_type, 
                               type = "scatter3d", 
                               mode = "markers", 
                               colors = vno.cluster.colors,
                               marker = list(size = 1, width=1), # controls size of points
                               text = ~cell_type,
                               hoverinfo="text") %>% layout(title="VNO UMAP Cell Types")

```

```{r, fig.width=14, fig.height=14}

vno.3d.umap.cluster

```

## Cell-type marker-gene normalized expression across the cell clusters  

>These clusters were curated using known cell markers (Fig. 1b).

```{r, include=FALSE}

# Our marker genes to plot  
plot.genes <- c("Omp","Gnai2","Gng13","Meis2","Gnao1","Robo2","Tfap2e","Gnal","Cnga2","P2ry14","Xist",
                "Gap43","Stmn2","Neurog1","Neurod1","Ccnd1","Ascl1","Krt5","Krt15","Sox9","Hepacam2",
                "Fezf2","Sox2","Plp1","S100b","Cdh5","Cd34","Acta2","Col1a2","Ctss","Dock2","Cd209a",
                "S100a9","Trbc2")

```


```{r, incude=FALSE}

vno.seu.integrated@active.assay <- "RNA"
# Get cell expression data for the goi, the cluster, and the cell-type
vno.marker_genes.df <- FetchData(object = vno.seu.integrated, slot='data',
                                 vars = c(plot.genes, "seurat_clusters", "cell_type"))
vno.marker_genes.df$Cell <- rownames(vno.marker_genes.df)

plot.genes <- plot.genes[plot.genes %in% colnames(vno.marker_genes.df)]

# Reshape the data for plotting
vno.marker_genes.df <- reshape2::melt(vno.marker_genes.df, 
                                      id.vars = c("Cell","seurat_clusters","cell_type"), 
                                      measure.vars = plot.genes,
                                      variable.name = "Gene", value.name = "Expr")

```


```{r, include=FALSE}

# Order the gene factor levels
vno.marker_genes.df$Gene <-
  factor(vno.marker_genes.df$Gene,
         levels=c("Omp","Gnai2","Gng13","Meis2","Gnao1","Robo2","Tfap2e","Gnal","Cnga2","P2ry14","Xist",
                "Gap43","Stmn2","Neurog1","Neurod1","Ccnd1","Ascl1","Krt5","Krt15","Sox9","Hepacam2",
                "Fezf2","Sox2","Plp1","S100b","Cdh5","Cd34","Acta2","Col1a2","Ctss","Dock2","Cd209a",
                "S100a9","Trbc2"))

# Order the seurat_clusters factor levels
vno.marker_genes.df$seurat_clusters <- factor(vno.marker_genes.df$seurat_clusters,
                                              levels=c("0","1","2","3","13","23","5","10","15","21","29",
                                                      "9","12","6","7","19","26","17","28","27","4","11",
                                                      "18","30","25","24","16","8","20","14","22"))

```


```{r, include=FALSE}

# Get ordered legend data
legend.df <- data.frame(cluster=levels(vno.marker_genes.df$seurat_clusters),
                        cell_type=c(rep("V1R_mVSN",6),rep("V2R_mVSN",3),rep("mOSN",2),rep("sVSN",2),
                                    rep("V1R_iVSN",1),"V2R_iVSN","INP","GBC",rep("HBC",2),"MV",rep("SUS",4),
                                    "OEC","Endothelial",rep("LP",1),rep("Microglia",1),"Microglia_rp",
                                    "Immune_Fpr","T_cells"))

legend.df$cluster <- factor(legend.df$cluster, levels=levels(vno.marker_genes.df$seurat_clusters))
legend.df$cell_type <- factor(legend.df$cell_type,
                              levels=c("V1R_mVSN","V2R_mVSN","mOSN","sVSN","V1R_iVSN","V2R_iVSN",
                                 "INP","GBC","HBC","MV","SUS","OEC","Endothelial","LP","Microglia",
                                 "Microglia_rp","Immune_Fpr","T_cells"))

```


```{r fig.width=25, fig.height=20}

fig1_b.part1 <- ggplot(vno.marker_genes.df, aes(x=seurat_clusters, Expr, fill=cell_type)) +
  geom_violin(scale = "width", adjust = 1, trim = TRUE) +
  scale_y_continuous(expand = c(0, 0), position="right", labels = function(x)
                     c(rep(x = "", times = length(x)-2), x[length(x) - 1], "")) +
  facet_grid(rows = vars(Gene), scales = "free", switch = "y") +
  theme(legend.position = "none", panel.spacing = unit(0, "lines"),
        plot.title = element_text(size=56, face="bold", hjust=0.7),
        panel.background = element_rect(fill = NA, color = "black"),
        strip.background = element_blank(),
        strip.text.y.left = element_text(angle = 0, size=40),
        axis.title.x = element_blank(),
        axis.ticks.x = element_blank(),
        axis.text.x = element_blank(),
        axis.text.y = element_text(size=40),
        axis.title.y = element_text(size=50, vjust=0.5)) +
  ggtitle("VNO Cell-Type Marker-Gene Normalized Expression by Cluster") + ylab("Normalized Gene Expression")

fig1_b.part2 <- ggplot(legend.df, aes(x = cluster, y = 1, fill = cell_type)) + 
  geom_tile(width=0.97) + 
  scale_fill_manual(values = vno.cell_type.colors) + scale_y_continuous(expand = c(0, 0)) +
  guides(fill = guide_legend(direction = "vertical", label.position = "right",
                       title.theme = element_blank(), keyheight = 0.5, nrow = 3, byrow = TRUE)) +
  theme(legend.key.size = unit(2, 'lines'),
        legend.text = element_text(margin = margin(r=2, unit='pt'), size=30),
        legend.position = "bottom",
        legend.justification = "center",
        legend.margin = margin(0,0,0,0),
        legend.box.margin = margin(-10,5,0,0),
        panel.spacing = unit(3, "lines"),
        panel.background = element_blank(),
        panel.border = element_blank(),
        plot.background = element_blank(),
        plot.margin = margin(0, 7, 7, 7, "pt"),
        axis.text.x = element_text(angle=60, hjust = 0.5, vjust = 0.5, color = "black", size=40),
        axis.title.x = element_text(size=50, vjust=0.5),
        axis.title.y = element_blank(),
        axis.ticks.y = element_blank(),
        axis.text.y = element_blank()) + xlab("Cluster")

fig1_b <- plot_grid(fig1_b.part1, fig1_b.part2, ncol = 1, rel_heights = c(0.83, 0.17), 
                    align = "hv", axis = "lr")
svglite(filename = paste0(adobe_images,"fig1_b.svg"),width=25, height=20)
fig1_b
invisible(dev.off())

fig1_b

```

## UMAP of cell-type clusters split by age  

```{r, fig.width=16,fig.height=8}

fig1_c <- DimPlot(vno.seu.integrated, reduction = "umap", shuffle = TRUE, split.by = "age", ncol = 2) +
  theme_void() + theme(aspect.ratio=1) + NoLegend()

svglite(filename = paste0(adobe_images,"fig1_c.svg"), width=10, height=5)
fig1_c
invisible(dev.off())
fig1_c

```

## UMAP of cell-type clusters split by sex  

```{r, fig.width=16,fig.height=8}

fig1_d <- DimPlot(vno.seu.integrated, reduction = "umap", shuffle = TRUE, split.by = "sex", ncol = 2) +
  theme_void() + theme(aspect.ratio=1) + NoLegend()

svglite(filename = paste0(adobe_images,"fig1_d.svg"), width=10, height=5)
fig1_d
invisible(dev.off())
fig1_d

```

## Spatial location of individual VNO cells color-coded according to cell type prediction based on the spatial transcriptomic analysis  

```{r, eval=FALSE}

load(file=paste0(object_dir,"resolve.seu.POSTpredict"))
load(file=paste0(object_dir,"resolve.datasets.POSTpredict"))
load(file=paste0(object_dir,"resolve.predictions.assay"))

```

```{r}

resolve.cell.types <- 
  as.factor(unlist(lapply(colnames(resolve.predictions.assay), function(cell){
  rownames(resolve.predictions.assay)[which.max(x=resolve.predictions.assay[ ,cell])]
})))

```

```{r}

Idents(resolve.seu.integrated) <- resolve.cell.types
levels(resolve.seu.integrated@active.ident)[levels(resolve.seu.integrated@active.ident)=="unknown-mVSN"] <- "sVSN"

levels(resolve.seu.integrated@active.ident) <- gsub("-","_", levels(resolve.seu.integrated@active.ident))

resolve.seu.integrated@active.ident <-
  factor(as.factor(resolve.seu.integrated@active.ident), 
         levels = c("V1R_mVSN","V2R_mVSN","mOSN","sVSN",
                    "V1R_iVSN","V2R_iVSN","INP","GBC","HBC","MV",
                    "SUS","OEC","Endothelial","LP","Microglia",
                    "Microglia_rp","Immune_Fpr","T_cells"))

```

```{r}

resolve.cell_type.colors <- hue_pal()(length(levels(resolve.seu.integrated@active.ident)))

names(resolve.cell_type.colors) <- levels(resolve.seu.integrated@active.ident)

resolve.cell_type.colors["V1R_mVSN"] <- "#00FF00"   #green
resolve.cell_type.colors["V2R_mVSN"] <- "#FF7F50"   #coral
resolve.cell_type.colors["sVSN"] <- "#8F00FF"       #violet 
resolve.cell_type.colors["LP"] <- "#0000FF"         #blue   
resolve.cell_type.colors["SUS"] <- "#FF0000"        #red
resolve.cell_type.colors["HBC"] <- "#FFFF00"        #yellow
resolve.cell_type.colors["V1R_iVSN"] <- "#DFFF00"   #chartreuse 
resolve.cell_type.colors["V2R_iVSN"] <- "#FFA500"   #orange

```

```{r}

colors <- c("V1R_mVSN"="#45B500","V2R_mVSN"="#E7851E","mOSN"="#D39200","sVSN"="#9C8DFF",
            "V1R_iVSN"="#00C087","V2R_iVSN"="#D09400","INP"="#FF61C7","GBC"="#EFFD5F", 
            "HBC"="#FFFF00","MV"="#00C0B2","SUS"="#F8766D","OEC"="#00BCD6",
            "Endothelial"="#00B3F2","LP"="#29A3FF","Microglia"="#00BC51","Microglia_rp"="#D277FF",
            "Immune_Fpr"="#B2A100","T_cells"="#F166E8")

```

```{r}

fig1_f.samples <- resolve.datasets[["slide7.B2_2"]]
cell_names <- colnames(fig1_f.samples)
cell_types <- resolve.seu.integrated@active.ident[cell_names]
fig1_f.samples <- AddMetaData(fig1_f.samples, cell_types, col.name="cell_type")

fig1_f <- SpatialDimPlot(object = fig1_f.samples, group.by = "cell_type", pt.size.factor = 2, cols = colors) +
  theme(
    aspect.ratio = 1,
    legend.title = element_text(size = 24),
    legend.text = element_text(size = 18),
    legend.box.background = element_rect(fill = "blue", colour = "transparent"),
    legend.key = element_rect(fill = "transparent", colour = "transparent")
  ) +
  guides(
    color = guide_legend(override.aes = list(size = 5))  # Ensure the legend key points are larger
  )

```

```{r, fig.width=12, fig.height=10}

svglite(filename = paste0(adobe_images,"fig1_f.svg"), width=10, height=10)
fig1_f 
invisible(dev.off())
fig1_f

```

## Location of cell belonging to HBC, GBC, INP, and LP cell types, respectively. Heat indicates confidence of predicted values  

```{r}

blank_theme <- theme(panel.background = element_rect(fill = "transparent", colour = NA),
                     plot.background = element_rect(fill = "transparent", colour = NA),
                     panel.grid = element_blank(),
                     panel.border = element_blank(),
                     plot.margin = unit(c(-1, 0, 0, 0), "null"),
                     panel.margin = unit(c(-1, 0, 0, 0), "null"),
                     axis.title=element_blank(),
                     axis.text=element_text(size=20),
                     plot.title=element_text(size=32),
                     legend.text=element_text(size=12,angle=90),
                     legend.title=element_text(size=20),
                     aspect.ratio=1)

```

```{r include=FALSE}

fig1_g.part_1 <- SpatialFeaturePlot(fig1_f.samples, features=rownames(resolve.predictions.assay)[10],
                                    pt.size.factor=4) + blank_theme +
  scale_fill_gradient(low="grey85",high="magenta")

fig1_g.part_2 <- SpatialFeaturePlot(fig1_f.samples, features=rownames(resolve.predictions.assay)[17],
                                    pt.size.factor=4) + blank_theme +
  scale_fill_gradient(low="grey85",high="magenta")

fig1_g.part_3 <- SpatialFeaturePlot(fig1_f.samples, features=rownames(resolve.predictions.assay)[8],
                                    pt.size.factor=4) + blank_theme +
  scale_fill_gradient(low="grey85",high="magenta")

fig1_g.part_4 <- SpatialFeaturePlot(fig1_f.samples, features=rownames(resolve.predictions.assay)[11],
                                    pt.size.factor=4) + blank_theme +
  scale_fill_gradient(low="grey85",high="magenta")


fig1_g <- ggarrange(fig1_g.part_1, fig1_g.part_2, fig1_g.part_3, fig1_g.part_4, ncol=4, nrow=1)

```

```{r, fig.width=28, fig.height=7}

svglite(filename = paste0(adobe_images,"fig1_g.svg"), width=28, height=7)
fig1_g 
invisible(dev.off())
fig1_g

```









